Cargando…
Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.)
Elucidation of the genetic basis of drought tolerance is vital for genomics-assisted breeding of drought tolerant crop varieties. Here, we used genotyping-by-sequencing (GBS) to identify single nucleotide polymorphisms (SNPs) in recombinant inbred lines (RILs) derived from a cross between a drought...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582051/ https://www.ncbi.nlm.nih.gov/pubmed/37848483 http://dx.doi.org/10.1038/s41598-023-44990-y |
_version_ | 1785122243638984704 |
---|---|
author | Yadava, Yashwant K. Chaudhary, Pooja Yadav, Sheel Rizvi, Aqeel Hasan Kumar, Tapan Srivastava, Rachna Soren, K. R. Bharadwaj, C. Srinivasan, R. Singh, N. K. Jain, P. K. |
author_facet | Yadava, Yashwant K. Chaudhary, Pooja Yadav, Sheel Rizvi, Aqeel Hasan Kumar, Tapan Srivastava, Rachna Soren, K. R. Bharadwaj, C. Srinivasan, R. Singh, N. K. Jain, P. K. |
author_sort | Yadava, Yashwant K. |
collection | PubMed |
description | Elucidation of the genetic basis of drought tolerance is vital for genomics-assisted breeding of drought tolerant crop varieties. Here, we used genotyping-by-sequencing (GBS) to identify single nucleotide polymorphisms (SNPs) in recombinant inbred lines (RILs) derived from a cross between a drought tolerant chickpea variety, Pusa 362 and a drought sensitive variety, SBD 377. The GBS identified a total of 35,502 SNPs and subsequent filtering of these resulted in 3237 high-quality SNPs included in the eight linkage groups. Fifty-one percent of these SNPs were located in the genic regions distributed throughout the genome. The high density linkage map has total map length of 1069 cm with an average marker interval of 0.33 cm. The linkage map was used to identify 9 robust and consistent QTLs for four drought related traits viz. membrane stability index, relative water content, seed weight and yield under drought, with percent variance explained within the range of 6.29%–90.68% and LOD scores of 2.64 to 6.38, which were located on five of the eight linkage groups. A genomic region on LG 7 harbors quantitative trait loci (QTLs) explaining > 90% phenotypic variance for membrane stability index, and > 10% PVE for yield. This study also provides the first report of major QTLs for physiological traits such as membrane stability index and relative water content for drought stress in chickpea. A total of 369 putative candidate genes were identified in the 6.6 Mb genomic region spanning these QTLs. In-silico expression profiling based on the available transcriptome data revealed that 326 of these genes were differentially expressed under drought stress. KEGG analysis resulted in reduction of candidate genes from 369 to 99, revealing enrichment in various signaling pathways. Haplotype analysis confirmed 5 QTLs among the initially identified 9 QTLs. Two QTLs, qRWC1.1 and qYLD7.1, were chosen based on high SNP density. Candidate gene-based analysis revealed distinct haplotypes in qYLD7.1 associated with significant phenotypic differences, potentially linked to pathways for secondary metabolite biosynthesis. These identified candidate genes bolster defenses through flavonoids and phenylalanine-derived compounds, aiding UV protection, pathogen resistance, and plant structure.The study provides novel genomic regions and candidate genes which can be utilized in genomics-assisted breeding of superior drought tolerant chickpea cultivars. |
format | Online Article Text |
id | pubmed-10582051 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105820512023-10-19 Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.) Yadava, Yashwant K. Chaudhary, Pooja Yadav, Sheel Rizvi, Aqeel Hasan Kumar, Tapan Srivastava, Rachna Soren, K. R. Bharadwaj, C. Srinivasan, R. Singh, N. K. Jain, P. K. Sci Rep Article Elucidation of the genetic basis of drought tolerance is vital for genomics-assisted breeding of drought tolerant crop varieties. Here, we used genotyping-by-sequencing (GBS) to identify single nucleotide polymorphisms (SNPs) in recombinant inbred lines (RILs) derived from a cross between a drought tolerant chickpea variety, Pusa 362 and a drought sensitive variety, SBD 377. The GBS identified a total of 35,502 SNPs and subsequent filtering of these resulted in 3237 high-quality SNPs included in the eight linkage groups. Fifty-one percent of these SNPs were located in the genic regions distributed throughout the genome. The high density linkage map has total map length of 1069 cm with an average marker interval of 0.33 cm. The linkage map was used to identify 9 robust and consistent QTLs for four drought related traits viz. membrane stability index, relative water content, seed weight and yield under drought, with percent variance explained within the range of 6.29%–90.68% and LOD scores of 2.64 to 6.38, which were located on five of the eight linkage groups. A genomic region on LG 7 harbors quantitative trait loci (QTLs) explaining > 90% phenotypic variance for membrane stability index, and > 10% PVE for yield. This study also provides the first report of major QTLs for physiological traits such as membrane stability index and relative water content for drought stress in chickpea. A total of 369 putative candidate genes were identified in the 6.6 Mb genomic region spanning these QTLs. In-silico expression profiling based on the available transcriptome data revealed that 326 of these genes were differentially expressed under drought stress. KEGG analysis resulted in reduction of candidate genes from 369 to 99, revealing enrichment in various signaling pathways. Haplotype analysis confirmed 5 QTLs among the initially identified 9 QTLs. Two QTLs, qRWC1.1 and qYLD7.1, were chosen based on high SNP density. Candidate gene-based analysis revealed distinct haplotypes in qYLD7.1 associated with significant phenotypic differences, potentially linked to pathways for secondary metabolite biosynthesis. These identified candidate genes bolster defenses through flavonoids and phenylalanine-derived compounds, aiding UV protection, pathogen resistance, and plant structure.The study provides novel genomic regions and candidate genes which can be utilized in genomics-assisted breeding of superior drought tolerant chickpea cultivars. Nature Publishing Group UK 2023-10-17 /pmc/articles/PMC10582051/ /pubmed/37848483 http://dx.doi.org/10.1038/s41598-023-44990-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Yadava, Yashwant K. Chaudhary, Pooja Yadav, Sheel Rizvi, Aqeel Hasan Kumar, Tapan Srivastava, Rachna Soren, K. R. Bharadwaj, C. Srinivasan, R. Singh, N. K. Jain, P. K. Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.) |
title | Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.) |
title_full | Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.) |
title_fullStr | Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.) |
title_full_unstemmed | Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.) |
title_short | Genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (Cicer arietinum L.) |
title_sort | genetic mapping of quantitative trait loci associated with drought tolerance in chickpea (cicer arietinum l.) |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582051/ https://www.ncbi.nlm.nih.gov/pubmed/37848483 http://dx.doi.org/10.1038/s41598-023-44990-y |
work_keys_str_mv | AT yadavayashwantk geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT chaudharypooja geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT yadavsheel geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT rizviaqeelhasan geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT kumartapan geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT srivastavarachna geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT sorenkr geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT bharadwajc geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT srinivasanr geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT singhnk geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml AT jainpk geneticmappingofquantitativetraitlociassociatedwithdroughttoleranceinchickpeacicerarietinuml |